{"id":"W2165363505","doi":"10.4017/gt.2013.11.3.005.00","title":"A personal assistant for dementia to stay at home safe at reduced cost","year":2013,"lang":"en","type":"article","venue":"Gerontechnology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Dementia; Aging in place; Gerontology; Psychology; Internet privacy; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001099512,0.0004767489,0.0002944008,0.0005079638,0.0005751791,0.0007957102,0.0006421776,0.0003983932,0.1248189],"category_scores_gemma":[0.004765406,0.0001325011,0.0003871138,0.0003077416,0.0002436388,0.0006918375,0.001226821,0.0004683535,0.03202133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003809771,"about_ca_system_score_gemma":0.0009529601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007426052,"about_ca_topic_score_gemma":0.001306244,"domain_scores_codex":[0.9991764,0.0003870663,0.00006077256,0.00007473257,0.0002210341,0.00007995171],"domain_scores_gemma":[0.9983788,0.0005118822,0.000147855,0.0002124869,0.000420635,0.0003284255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007247555,0.001273004,0.005800805,0.0007019763,0.00003329303,0.00137401,0.001235565,0.0001007763,0.004556207,0.0003296537,0.09632313,0.8875468],"study_design_scores_gemma":[0.001037051,0.005836312,0.05459066,0.001096005,0.0002046513,0.02234221,0.005636919,0.001325913,0.008286093,0.001792946,0.8977311,0.0001202018],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5259343,0.01316753,0.03153459,0.01395583,0.00232871,0.003109048,0.00321063,0.007311494,0.3994478],"genre_scores_gemma":[0.6251596,0.00496516,0.07127336,0.004669753,0.0006344186,0.00152687,0.00140833,0.0004190928,0.2899435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1248189,"threshold_uncertainty_score":0.417561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665626432527614,"score_gpt":0.3130121728292197,"score_spread":0.2863559085039436,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}